Triple

T6184664
Position Surface form Disambiguated ID Type / Status
Subject Robert Blust E138026 entity
Predicate notableWork P4 FINISHED
Object Austronesian Languages (book)
Austronesian Languages is a comprehensive scholarly book by linguist Robert Blust that surveys the history, structure, and classification of the Austronesian language family.
 E574294 NE FINISHED

How this triple was built (4 steps)

Every LLM step that produced this triple, in pipeline order — named-entity classification, the disambiguation choices (the exact options shown, with the pick highlighted), and the generated description. The batch + timestamp of each is in the Provenance table below.

NER Named-entity recognition gpt-5-mini
Instruction
Given a phrase, classify it is english named entity (e.g., persons, organizations, works of art) in Latin script, or not (e.g., literals, dates, URLs, verbose phrases). For disambiguation, the statement where the phrase occurs as object is also given. Please return a JSON object with `phrase` (string, the phrase being analyzed) and `is_ne` (boolean, indicating whether the phrase is a Named Entity).
Input
Phrase: Austronesian Languages (book) | Statement: [Robert Blust, notableWork, Austronesian Languages (book)]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Austronesian Languages (book)
Context triple: [Robert Blust, notableWork, Austronesian Languages (book)]
  • A. Austronesian linguistics
    Austronesian linguistics is the branch of linguistics that studies the structure, history, and classification of the Austronesian language family, one of the world’s largest and most geographically widespread language groups.
  • B. Proto-Austronesian
    Proto-Austronesian is the reconstructed common ancestor of the Austronesian language family, from which languages such as Javanese, Tagalog, and Malay are derived.
  • C. Austronesian languages
    Austronesian languages are a large and widely dispersed language family spoken across maritime Southeast Asia, Madagascar, the Pacific Islands, and parts of mainland Asia.
  • D. Aslian languages of Peninsular Malaysia
    The Aslian languages of Peninsular Malaysia are a branch of the Austroasiatic language family spoken primarily by indigenous Orang Asli communities in the Malay Peninsula.
  • E. A Grammar of Tukang Besi
    A Grammar of Tukang Besi is a comprehensive linguistic reference work detailing the structure and usage of the Tukang Besi language.
  • F. None of above. chosen
  • G. Unsure - the case is ambiguous/there is not enough information to decide.
NEDg Description generation gpt-5.1
Instruction
Generate a one-sentence description of the target entity. 
You are given a context triple in the form (subject, predicate, object), where the object is the target entity. 
# Instructions
Use the triple to infer relevant information about the entity. Describe the entity based on what is most defining, well-known. 
Avoid repeating the information from the triple, unless really essential.
# Response Format
Return only the sentence: "Description: [one-sentence description of the target entity]"
Input
Entity: Austronesian Languages (book)
Triple: [Robert Blust, notableWork, Austronesian Languages (book)]
Generated description
Austronesian Languages is a comprehensive scholarly book by linguist Robert Blust that surveys the history, structure, and classification of the Austronesian language family.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Austronesian Languages (book)
Target entity description: Austronesian Languages is a comprehensive scholarly book by linguist Robert Blust that surveys the history, structure, and classification of the Austronesian language family.
  • A. Austronesian linguistics
    Austronesian linguistics is the branch of linguistics that studies the structure, history, and classification of the Austronesian language family, one of the world’s largest and most geographically widespread language groups.
  • B. Proto-Austronesian
    Proto-Austronesian is the reconstructed common ancestor of the Austronesian language family, from which languages such as Javanese, Tagalog, and Malay are derived.
  • C. Austronesian languages
    Austronesian languages are a large and widely dispersed language family spoken across maritime Southeast Asia, Madagascar, the Pacific Islands, and parts of mainland Asia.
  • D. Aslian languages of Peninsular Malaysia
    The Aslian languages of Peninsular Malaysia are a branch of the Austroasiatic language family spoken primarily by indigenous Orang Asli communities in the Malay Peninsula.
  • E. A Grammar of Tukang Besi
    A Grammar of Tukang Besi is a comprehensive linguistic reference work detailing the structure and usage of the Tukang Besi language.
  • F. None of above. chosen

Provenance (5 batches)

The batch behind each pipeline step, in order, with when it ran. Timestamps are batch-level — stages were processed in waves, so the object chain (NER → NED1 → NEDg → NED2) reads in order, but predicate / elicitation batches can sit in a different wave.

Step Stage Batch ID Status When
creating Elicitation batch_69c008a8fd408190b7ec6e42934974a6 completed March 22, 2026, 3:20 p.m.
NER Named-entity recognition batch_69c061020d148190ae2edf2b363f1e24 completed March 22, 2026, 9:37 p.m.
NED1 Entity disambiguation (via context triple) batch_69c141c6b5888190983bff620c7663cc completed March 23, 2026, 1:36 p.m.
NEDg Description generation batch_69c1472997d081909266b0e64fdbfe96 completed March 23, 2026, 1:59 p.m.
NED2 Entity disambiguation (via description) batch_69c147b5214c819082c20480965842be completed March 23, 2026, 2:01 p.m.
Created at: March 22, 2026, 4:19 p.m.